Pandas Profiling Report

Dataset statistics

Number of variables	32
Number of observations	3288
Missing cells	5
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	822.1 KiB
Average record size in memory	256.0 B

Variable types

Numeric	27
Categorical	5

Warnings

`time` has a high cardinality: 3288 distinct values	High cardinality
`df_index` is highly correlated with `open` and 5 other fields	High correlation
`open` is highly correlated with `df_index` and 4 other fields	High correlation
`high` is highly correlated with `df_index` and 4 other fields	High correlation
`low` is highly correlated with `df_index` and 4 other fields	High correlation
`close` is highly correlated with `df_index` and 4 other fields	High correlation
`volume` is highly correlated with `pvo12-26`	High correlation
`sma5-20` is highly correlated with `sma8-15` and 5 other fields	High correlation
`sma8-15` is highly correlated with `sma5-20` and 6 other fields	High correlation
`sma20-50` is highly correlated with `sma5-20` and 4 other fields	High correlation
`ema5-20` is highly correlated with `sma5-20` and 6 other fields	High correlation
`macd` is highly correlated with `sma5-20` and 6 other fields	High correlation
`ao14` is highly correlated with `wd14` and 6 other fields	High correlation
`wd14` is highly correlated with `ao14` and 6 other fields	High correlation
`ppo12-26` is highly correlated with `sma8-15` and 10 other fields	High correlation
`rsi14` is highly correlated with `ao14` and 6 other fields	High correlation
`mfi14` is highly correlated with `ao14` and 6 other fields	High correlation
`tsi` is highly correlated with `ao14` and 6 other fields	High correlation
`so14` is highly correlated with `ao14` and 6 other fields	High correlation
`cmo14` is highly correlated with `ao14` and 6 other fields	High correlation
`pvo12-26` is highly correlated with `volume`	High correlation
`adl` is highly correlated with `df_index`	High correlation
`obv` is highly correlated with `df_index` and 4 other fields	High correlation
`fi13` is highly correlated with `sma5-20` and 4 other fields	High correlation
`fi50` is highly correlated with `sma5-20` and 6 other fields	High correlation
`return` is highly correlated with `close_buy_indicator` and 1 other fields	High correlation
`close_buy_indicator` is highly correlated with `return`	High correlation
`close_short_indicator` is highly correlated with `return`	High correlation
`df_index` is highly correlated with `open` and 4 other fields	High correlation
`open` is highly correlated with `df_index` and 4 other fields	High correlation
`high` is highly correlated with `df_index` and 4 other fields	High correlation
`low` is highly correlated with `df_index` and 4 other fields	High correlation
`close` is highly correlated with `df_index` and 4 other fields	High correlation
`volume` is highly correlated with `pvo12-26`	High correlation
`sma5-20` is highly correlated with `sma8-15` and 12 other fields	High correlation
`sma8-15` is highly correlated with `sma5-20` and 13 other fields	High correlation
`sma20-50` is highly correlated with `sma8-15` and 6 other fields	High correlation
`ema5-20` is highly correlated with `sma5-20` and 13 other fields	High correlation
`macd` is highly correlated with `sma5-20` and 13 other fields	High correlation
`ao14` is highly correlated with `sma5-20` and 12 other fields	High correlation
`adx14` is highly correlated with `pvo12-26`	High correlation
`wd14` is highly correlated with `sma5-20` and 12 other fields	High correlation
`ppo12-26` is highly correlated with `sma5-20` and 13 other fields	High correlation
`rsi14` is highly correlated with `sma5-20` and 13 other fields	High correlation
`mfi14` is highly correlated with `sma5-20` and 12 other fields	High correlation
`tsi` is highly correlated with `sma5-20` and 13 other fields	High correlation
`so14` is highly correlated with `sma5-20` and 12 other fields	High correlation
`cmo14` is highly correlated with `sma5-20` and 12 other fields	High correlation
`pvo12-26` is highly correlated with `volume` and 1 other fields	High correlation
`obv` is highly correlated with `df_index` and 4 other fields	High correlation
`fi13` is highly correlated with `sma5-20` and 12 other fields	High correlation
`fi50` is highly correlated with `sma5-20` and 13 other fields	High correlation
`return` is highly correlated with `close_buy_indicator` and 1 other fields	High correlation
`close_buy_indicator` is highly correlated with `return`	High correlation
`close_short_indicator` is highly correlated with `return`	High correlation
`df_index` is highly correlated with `open` and 4 other fields	High correlation
`open` is highly correlated with `df_index` and 4 other fields	High correlation
`high` is highly correlated with `df_index` and 4 other fields	High correlation
`low` is highly correlated with `df_index` and 4 other fields	High correlation
`close` is highly correlated with `df_index` and 4 other fields	High correlation
`sma5-20` is highly correlated with `sma8-15` and 10 other fields	High correlation
`sma8-15` is highly correlated with `sma5-20` and 12 other fields	High correlation
`sma20-50` is highly correlated with `ema5-20` and 4 other fields	High correlation
`ema5-20` is highly correlated with `sma5-20` and 13 other fields	High correlation
`macd` is highly correlated with `sma5-20` and 7 other fields	High correlation
`ao14` is highly correlated with `sma5-20` and 7 other fields	High correlation
`wd14` is highly correlated with `sma8-15` and 8 other fields	High correlation
`ppo12-26` is highly correlated with `sma5-20` and 9 other fields	High correlation
`rsi14` is highly correlated with `sma5-20` and 12 other fields	High correlation
`mfi14` is highly correlated with `sma5-20` and 8 other fields	High correlation
`tsi` is highly correlated with `sma8-15` and 10 other fields	High correlation
`so14` is highly correlated with `sma5-20` and 10 other fields	High correlation
`cmo14` is highly correlated with `sma5-20` and 10 other fields	High correlation
`obv` is highly correlated with `df_index` and 4 other fields	High correlation
`fi13` is highly correlated with `sma5-20` and 7 other fields	High correlation
`fi50` is highly correlated with `sma5-20` and 8 other fields	High correlation
`so14` is highly correlated with `cmo14` and 8 other fields	High correlation
`low` is highly correlated with `sma8-15` and 11 other fields	High correlation
`close_buy_indicator` is highly correlated with `return`	High correlation
`volume` is highly correlated with `fi13` and 2 other fields	High correlation
`close_short_indicator` is highly correlated with `return`	High correlation
`sma8-15` is highly correlated with `low` and 16 other fields	High correlation
`df_index` is highly correlated with `low` and 13 other fields	High correlation
`fi13` is highly correlated with `volume` and 6 other fields	High correlation
`atrp14` is highly correlated with `tsi` and 2 other fields	High correlation
`cmo14` is highly correlated with `so14` and 8 other fields	High correlation
`fi50` is highly correlated with `low` and 15 other fields	High correlation
`obv` is highly correlated with `low` and 13 other fields	High correlation
`ema5-20` is highly correlated with `so14` and 18 other fields	High correlation
`close` is highly correlated with `low` and 11 other fields	High correlation
`ao14` is highly correlated with `so14` and 6 other fields	High correlation
`high` is highly correlated with `low` and 11 other fields	High correlation
`mfi14` is highly correlated with `so14` and 9 other fields	High correlation
`macd` is highly correlated with `low` and 14 other fields	High correlation
`sma5-20` is highly correlated with `so14` and 17 other fields	High correlation
`tsi` is highly correlated with `so14` and 14 other fields	High correlation
`open` is highly correlated with `low` and 11 other fields	High correlation
`adl` is highly correlated with `low` and 6 other fields	High correlation
`return` is highly correlated with `close_buy_indicator` and 4 other fields	High correlation
`ppo12-26` is highly correlated with `so14` and 15 other fields	High correlation
`wd14` is highly correlated with `so14` and 13 other fields	High correlation
`rsi14` is highly correlated with `so14` and 13 other fields	High correlation
`adx14` is highly correlated with `df_index` and 8 other fields	High correlation
`pvo12-26` is highly correlated with `volume` and 4 other fields	High correlation
`sma20-50` is highly correlated with `low` and 13 other fields	High correlation
`df_index` is uniformly distributed	Uniform
`time` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`time` has unique values	Unique
`sma8-15` has unique values	Unique
`sma20-50` has unique values	Unique
`ema5-20` has unique values	Unique
`macd` has unique values	Unique
`wd14` has unique values	Unique
`ppo12-26` has unique values	Unique
`so14` has unique values	Unique
`pvo12-26` has unique values	Unique
`fi13` has unique values	Unique
`fi50` has unique values	Unique

Reproduction

Analysis started	2022-06-05 10:37:35.540955
Analysis finished	2022-06-05 10:38:51.355581
Duration	1 minute and 15.81 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1643.5

Minimum	0
Maximum	3287
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	0
5-th percentile	164.35
Q1	821.75
median	1643.5
Q3	2465.25
95-th percentile	3122.65
Maximum	3287
Range	3287
Interquartile range (IQR)	1643.5

Descriptive statistics

Standard deviation	949.3081691
Coefficient of variation (CV)	0.5776137324
Kurtosis	-1.2
Mean	1643.5
Median Absolute Deviation (MAD)	822
Skewness	0
Sum	5403828
Variance	901186
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
537	1	< 0.1%
557	1	< 0.1%
2604	1	< 0.1%
553	1	< 0.1%
2600	1	< 0.1%
549	1	< 0.1%
2596	1	< 0.1%
545	1	< 0.1%
2592	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
3287	1	< 0.1%
3286	1	< 0.1%
3285	1	< 0.1%
3284	1	< 0.1%
3283	1	< 0.1%
3282	1	< 0.1%
3281	1	< 0.1%
3280	1	< 0.1%
3279	1	< 0.1%
3278	1	< 0.1%

time
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	25.8 KiB

2021-10-15 00:00:00	1
2021-02-21 00:00:00	1
2016-02-01 00:00:00	1
2021-08-14 00:00:00	1
2018-03-05 00:00:00	1
Other values (3283)	3283

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	62472
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3288 ?
Unique (%)	100.0%

Sample

1st row	2013-04-01 00:00:00
2nd row	2013-04-02 00:00:00
3rd row	2013-04-03 00:00:00
4th row	2013-04-04 00:00:00
5th row	2013-04-05 00:00:00

Common Values

Value	Count	Frequency (%)
2021-10-15 00:00:00	1	< 0.1%
2021-02-21 00:00:00	1	< 0.1%
2016-02-01 00:00:00	1	< 0.1%
2021-08-14 00:00:00	1	< 0.1%
2018-03-05 00:00:00	1	< 0.1%
2016-11-30 00:00:00	1	< 0.1%
2017-05-19 00:00:00	1	< 0.1%
2020-04-21 00:00:00	1	< 0.1%
2020-05-19 00:00:00	1	< 0.1%
2019-10-14 00:00:00	1	< 0.1%
Other values (3278)	3278	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
00:00:00	3288	50.0%
2020-06-23	1	< 0.1%
2014-02-09	1	< 0.1%
2013-10-06	1	< 0.1%
2019-01-22	1	< 0.1%
2020-11-18	1	< 0.1%
2021-11-03	1	< 0.1%
2019-08-23	1	< 0.1%
2015-06-24	1	< 0.1%
2020-12-25	1	< 0.1%
Other values (3279)	3279	49.9%

Most occurring characters

Value	Count	Frequency (%)
0	27409	43.9%
-	6576	10.5%
:	6576	10.5%
2	6131	9.8%
1	5676	9.1%
	3288	5.3%
3	1040	1.7%
5	968	1.5%
7	968	1.5%
8	968	1.5%
Other values (3)	2872	4.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46032	73.7%
Dash Punctuation	6576	10.5%
Other Punctuation	6576	10.5%
Space Separator	3288	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	27409	59.5%
2	6131	13.3%
1	5676	12.3%
3	1040	2.3%
5	968	2.1%
7	968	2.1%
8	968	2.1%
4	960	2.1%
6	960	2.1%
9	952	2.1%

Dash Punctuation

Value	Count	Frequency (%)
-	6576	100.0%

Space Separator

Value	Count	Frequency (%)
	3288	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	6576	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	62472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	27409	43.9%
-	6576	10.5%
:	6576	10.5%
2	6131	9.8%
1	5676	9.1%
	3288	5.3%
3	1040	1.7%
5	968	1.5%
7	968	1.5%
8	968	1.5%
Other values (3)	2872	4.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	62472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	27409	43.9%
-	6576	10.5%
:	6576	10.5%
2	6131	9.8%
1	5676	9.1%
	3288	5.3%
3	1040	1.7%
5	968	1.5%
7	968	1.5%
8	968	1.5%
Other values (3)	2872	4.6%

open
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3282
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9900.45578

Minimum	65.60316449
Maximum	67532.45751
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	65.60316449
5-th percentile	127.3281879
Q1	445.7187455
median	3663.386892
Q3	9636.941098
95-th percentile	48854.77973
Maximum	67532.45751
Range	67466.85434
Interquartile range (IQR)	9191.222353

Descriptive statistics

Standard deviation	15566.28288
Coefficient of variation (CV)	1.572279421
Kurtosis	2.84262044
Mean	9900.45578
Median Absolute Deviation (MAD)	3413.889327
Skewness	1.998364302
Sum	32552698.6
Variance	242309162.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
604.2724602	7	0.2%
245.4450485	1	< 0.1%
603.7245909	1	< 0.1%
11241.52916	1	< 0.1%
2502.007225	1	< 0.1%
8114.584213	1	< 0.1%
10626.96685	1	< 0.1%
41616.21725	1	< 0.1%
8362.003593	1	< 0.1%
54743.1557	1	< 0.1%
Other values (3272)	3272	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
65.60316449	1	< 0.1%
67.1868926	1	< 0.1%
69.55488891	1	< 0.1%
70.35055329	1	< 0.1%
73.68310744	1	< 0.1%
74.08353603	1	< 0.1%
77.61846291	1	< 0.1%
80.72174036	1	< 0.1%
81.86502954	1	< 0.1%
82.68131609	1	< 0.1%

Value	Count	Frequency (%)
67532.45751	1	< 0.1%
66865.12176	1	< 0.1%
65799.47829	1	< 0.1%
65098.83762	1	< 0.1%
64963.85777	1	< 0.1%
64927.67107	1	< 0.1%
64477.98939	1	< 0.1%
64331.47512	1	< 0.1%
64184.52932	1	< 0.1%
64047.67895	1	< 0.1%

high
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3282
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9928.352074

Minimum	65.88802943
Maximum	67570.90869
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	65.88802943
5-th percentile	127.3641869
Q1	445.9275398
median	3704.637952
Q3	9668.109259
95-th percentile	48908.67521
Maximum	67570.90869
Range	67505.02066
Interquartile range (IQR)	9222.181719

Descriptive statistics

Standard deviation	15579.94158
Coefficient of variation (CV)	1.569237418
Kurtosis	2.833816332
Mean	9928.352074
Median Absolute Deviation (MAD)	3454.151074
Skewness	1.99548067
Sum	32644421.62
Variance	242734579.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
604.2724602	7	0.2%
4053.506677	1	< 0.1%
424.8413621	1	< 0.1%
7369.010985	1	< 0.1%
282.543468	1	< 0.1%
6401.160459	1	< 0.1%
687.7939361	1	< 0.1%
8225.20038	1	< 0.1%
508.5529028	1	< 0.1%
90.10644495	1	< 0.1%
Other values (3272)	3272	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
65.88802943	1	< 0.1%
67.28752855	1	< 0.1%
69.62365103	1	< 0.1%
70.48970552	1	< 0.1%
73.75992895	1	< 0.1%
74.14794278	1	< 0.1%
77.74468093	1	< 0.1%
80.83700971	1	< 0.1%
81.95247213	1	< 0.1%
82.79345651	1	< 0.1%

Value	Count	Frequency (%)
67570.90869	1	< 0.1%
66920.96196	1	< 0.1%
65839.6787	1	< 0.1%
65135.53527	1	< 0.1%
65002.693	1	< 0.1%
64965.45233	1	< 0.1%
64509.55135	1	< 0.1%
64395.88104	1	< 0.1%
64225.29345	1	< 0.1%
64076.9718	1	< 0.1%

low
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3282
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9881.085872

Minimum	65.35693575
Maximum	67477.46643
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	65.35693575
5-th percentile	127.2924431
Q1	445.4374074
median	3616.346076
Q3	9619.486733
95-th percentile	48797.36832
Maximum	67477.46643
Range	67412.1095
Interquartile range (IQR)	9174.049326

Descriptive statistics

Standard deviation	15550.37228
Coefficient of variation (CV)	1.573751355
Kurtosis	2.847033869
Mean	9881.085872
Median Absolute Deviation (MAD)	3369.177932
Skewness	1.999704952
Sum	32489010.35
Variance	241814078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
604.2724602	7	0.2%
251.8620163	1	< 0.1%
1207.023685	1	< 0.1%
55831.69237	1	< 0.1%
6452.605954	1	< 0.1%
1823.706528	1	< 0.1%
226.6288504	1	< 0.1%
47560.81622	1	< 0.1%
56782.88484	1	< 0.1%
46568.81222	1	< 0.1%
Other values (3272)	3272	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
65.35693575	1	< 0.1%
67.08530692	1	< 0.1%
69.48452244	1	< 0.1%
70.24296409	1	< 0.1%
73.6166392	1	< 0.1%
74.02026573	1	< 0.1%
77.52174689	1	< 0.1%
80.61506277	1	< 0.1%
81.77281749	1	< 0.1%
82.56270498	1	< 0.1%

Value	Count	Frequency (%)
67477.46643	1	< 0.1%
66797.77256	1	< 0.1%
65758.65039	1	< 0.1%
65039.73764	1	< 0.1%
64917.59364	1	< 0.1%
64866.25433	1	< 0.1%
64438.95249	1	< 0.1%
64253.313	1	< 0.1%
64129.74716	1	< 0.1%
64018.21521	1	< 0.1%

close
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3281
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9901.281281

Minimum	65.67458593
Maximum	67531.15208
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	65.67458593
5-th percentile	127.3319431
Q1	445.7452806
median	3641.013469
Q3	9637.043567
95-th percentile	48854.20163
Maximum	67531.15208
Range	67465.47749
Interquartile range (IQR)	9191.298286

Descriptive statistics

Standard deviation	15566.7446
Coefficient of variation (CV)	1.572194967
Kurtosis	2.841340278
Mean	9901.281281
Median Absolute Deviation (MAD)	3392.947196
Skewness	1.997983998
Sum	32555412.85
Variance	242323537.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
604.2724602	8	0.2%
577.7552259	1	< 0.1%
73.68481776	1	< 0.1%
373.322387	1	< 0.1%
122.9799361	1	< 0.1%
238.1228889	1	< 0.1%
1219.66608	1	< 0.1%
18332.56981	1	< 0.1%
278.1960493	1	< 0.1%
7246.174972	1	< 0.1%
Other values (3271)	3271	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
65.67458593	1	< 0.1%
67.1740807	1	< 0.1%
69.55297606	1	< 0.1%
70.36663126	1	< 0.1%
73.68481776	1	< 0.1%
74.08156946	1	< 0.1%
77.65163788	1	< 0.1%
80.73046564	1	< 0.1%
81.86143282	1	< 0.1%
82.67244823	1	< 0.1%

Value	Count	Frequency (%)
67531.15208	1	< 0.1%
66863.43309	1	< 0.1%
65801.89312	1	< 0.1%
65096.89639	1	< 0.1%
64962.21407	1	< 0.1%
64926.69775	1	< 0.1%
64479.04499	1	< 0.1%
64329.03657	1	< 0.1%
64182.94189	1	< 0.1%
64047.9025	1	< 0.1%

volume
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3282
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.63006767

Minimum	0
Maximum	522.8009426
Zeros	7
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	0
5-th percentile	12.00393465
Q1	22.82159864
median	35.07034389
Q3	54.90065701
95-th percentile	104.5739049
Maximum	522.8009426
Range	522.8009426
Interquartile range (IQR)	32.07905836

Descriptive statistics

Standard deviation	35.65385174
Coefficient of variation (CV)	0.7988751439
Kurtosis	26.08785516
Mean	44.63006767
Median Absolute Deviation (MAD)	14.52973865
Skewness	3.605493689
Sum	146743.6625
Variance	1271.197144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	0.2%
41.8835193	1	< 0.1%
79.44708852	1	< 0.1%
21.96102905	1	< 0.1%
45.37714596	1	< 0.1%
52.76308436	1	< 0.1%
101.7821157	1	< 0.1%
48.75987007	1	< 0.1%
63.32436754	1	< 0.1%
37.62327937	1	< 0.1%
Other values (3272)	3272	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	0.2%
5.165258952	1	< 0.1%
5.498076353	1	< 0.1%
5.769349784	1	< 0.1%
6.022785374	1	< 0.1%
6.246813377	1	< 0.1%
6.381888796	1	< 0.1%
6.472261317	1	< 0.1%
6.482340472	1	< 0.1%
6.657390299	1	< 0.1%

Value	Count	Frequency (%)
522.8009426	1	< 0.1%
472.4533182	1	< 0.1%
367.1752714	1	< 0.1%
335.7584886	1	< 0.1%
315.179188	1	< 0.1%
297.1878245	1	< 0.1%
286.102693	1	< 0.1%
274.3716861	1	< 0.1%
256.5871895	1	< 0.1%
256.1653501	1	< 0.1%

sma5-20
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3284
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.3693107

Minimum	-11211.17654
Maximum	8505.411913
Zeros	5
Zeros (%)	0.2%
Negative	1460
Negative (%)	44.4%
Memory size	25.8 KiB

Quantile statistics

Minimum	-11211.17654
5-th percentile	-1549.239685
Q1	-42.37865837
median	4.365669023
Q3	153.8813425
95-th percentile	2053.326256
Maximum	8505.411913
Range	19716.58845
Interquartile range (IQR)	196.2600009

Descriptive statistics

Standard deviation	1417.572919
Coefficient of variation (CV)	14.12356933
Kurtosis	15.11404888
Mean	100.3693107
Median Absolute Deviation (MAD)	87.93853817
Skewness	0.3800710801
Sum	330014.2937
Variance	2009512.98
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	0.2%
-3.044081999	1	< 0.1%
-3672.296074	1	< 0.1%
-13.3968862	1	< 0.1%
-105.0610561	1	< 0.1%
108.267829	1	< 0.1%
-42.17498535	1	< 0.1%
-1554.469737	1	< 0.1%
-5.720409351	1	< 0.1%
-335.6904773	1	< 0.1%
Other values (3274)	3274	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-11211.17654	1	< 0.1%
-10716.06271	1	< 0.1%
-10529.01427	1	< 0.1%
-10179.77915	1	< 0.1%
-10138.39552	1	< 0.1%
-9349.270911	1	< 0.1%
-9264.352789	1	< 0.1%
-8321.469351	1	< 0.1%
-8105.798897	1	< 0.1%
-6844.538983	1	< 0.1%

Value	Count	Frequency (%)
8505.411913	1	< 0.1%
8200.883565	1	< 0.1%
8130.747967	1	< 0.1%
8125.687545	1	< 0.1%
8040.77334	1	< 0.1%
7888.363451	1	< 0.1%
7746.38989	1	< 0.1%
7659.490307	1	< 0.1%
7533.093475	1	< 0.1%
7527.167938	1	< 0.1%

sma8-15
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.91750449

Minimum	-3953.139249
Maximum	3425.158415
Zeros	1
Zeros (%)	< 0.1%
Negative	1437
Negative (%)	43.7%
Memory size	25.8 KiB

Quantile statistics

Minimum	-3953.139249
5-th percentile	-575.4360495
Q1	-14.7590178
median	1.87529331
Q3	62.0645714
95-th percentile	829.6952815
Maximum	3425.158415
Range	7378.297664
Interquartile range (IQR)	76.8235892

Descriptive statistics

Standard deviation	539.7227488
Coefficient of variation (CV)	11.75418296
Kurtosis	13.60793638
Mean	45.91750449
Median Absolute Deviation (MAD)	31.25339694
Skewness	0.5205561634
Sum	150976.7548
Variance	291300.6456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.05462904	1	< 0.1%
-219.362602	1	< 0.1%
-9.584980629	1	< 0.1%
1150.561389	1	< 0.1%
15.68305387	1	< 0.1%
-323.2457797	1	< 0.1%
39.30248123	1	< 0.1%
-243.5360793	1	< 0.1%
34.45717113	1	< 0.1%
36.61236812	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3953.139249	1	< 0.1%
-3822.79827	1	< 0.1%
-3702.621631	1	< 0.1%
-3534.837156	1	< 0.1%
-3525.535837	1	< 0.1%
-3371.072033	1	< 0.1%
-3110.610716	1	< 0.1%
-3099.053618	1	< 0.1%
-2785.541813	1	< 0.1%
-2701.039375	1	< 0.1%

Value	Count	Frequency (%)
3425.158415	1	< 0.1%
3244.268604	1	< 0.1%
3226.47208	1	< 0.1%
3189.244233	1	< 0.1%
3180.256528	1	< 0.1%
2978.30369	1	< 0.1%
2955.745379	1	< 0.1%
2883.736715	1	< 0.1%
2865.801291	1	< 0.1%
2853.938874	1	< 0.1%

sma20-50
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188.7679235

Minimum	-5972.053105
Maximum	7468.414222
Zeros	1
Zeros (%)	< 0.1%
Negative	1402
Negative (%)	42.6%
Memory size	25.8 KiB

Quantile statistics

Minimum	-5972.053105
5-th percentile	-1150.493788
Q1	-37.28487716
median	7.670785426
Q3	199.7429254
95-th percentile	3188.3105
Maximum	7468.414222
Range	13440.46733
Interquartile range (IQR)	237.0278025

Descriptive statistics

Standard deviation	1415.865037
Coefficient of variation (CV)	7.500559472
Kurtosis	7.116245072
Mean	188.7679235
Median Absolute Deviation (MAD)	78.36720305
Skewness	0.9035026259
Sum	620668.9325
Variance	2004673.802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.96066111	1	< 0.1%
4.441220674	1	< 0.1%
637.7338317	1	< 0.1%
7.422342441	1	< 0.1%
-1524.800496	1	< 0.1%
28.5939912	1	< 0.1%
-593.7663933	1	< 0.1%
80.43419934	1	< 0.1%
-3387.627476	1	< 0.1%
-429.843068	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5972.053105	1	< 0.1%
-5944.516553	1	< 0.1%
-5934.454922	1	< 0.1%
-5859.910389	1	< 0.1%
-5809.260457	1	< 0.1%
-5790.222091	1	< 0.1%
-5760.760947	1	< 0.1%
-5759.403203	1	< 0.1%
-5722.555111	1	< 0.1%
-5704.44409	1	< 0.1%

Value	Count	Frequency (%)
7468.414222	1	< 0.1%
7324.090163	1	< 0.1%
7244.277067	1	< 0.1%
7068.832168	1	< 0.1%
6976.354396	1	< 0.1%
6900.518009	1	< 0.1%
6595.839583	1	< 0.1%
6541.637566	1	< 0.1%
6334.871515	1	< 0.1%
6232.295002	1	< 0.1%

ema5-20
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.25974386

Minimum	-8080.343627
Maximum	7141.950363
Zeros	1
Zeros (%)	< 0.1%
Negative	1428
Negative (%)	43.4%
Memory size	25.8 KiB

Quantile statistics

Minimum	-8080.343627
5-th percentile	-1187.775714
Q1	-28.98727472
median	3.716146457
Q3	126.5431853
95-th percentile	1773.355045
Maximum	7141.950363
Range	15222.29399
Interquartile range (IQR)	155.53046

Descriptive statistics

Standard deviation	1114.461307
Coefficient of variation (CV)	11.34199279
Kurtosis	13.18177014
Mean	98.25974386
Median Absolute Deviation (MAD)	64.22727359
Skewness	0.526860965
Sum	323078.0378
Variance	1242024.004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-934.733213	1	< 0.1%
-2171.50584	1	< 0.1%
-4.153033623	1	< 0.1%
-2619.930753	1	< 0.1%
1826.121073	1	< 0.1%
-7.267741388	1	< 0.1%
165.3272183	1	< 0.1%
17.31319706	1	< 0.1%
-91.04841007	1	< 0.1%
-143.7682085	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8080.343627	1	< 0.1%
-7664.646101	1	< 0.1%
-7568.664188	1	< 0.1%
-7293.115905	1	< 0.1%
-7079.824799	1	< 0.1%
-6919.885448	1	< 0.1%
-6647.065529	1	< 0.1%
-5970.112439	1	< 0.1%
-5405.568291	1	< 0.1%
-5314.767032	1	< 0.1%

Value	Count	Frequency (%)
7141.950363	1	< 0.1%
6752.021431	1	< 0.1%
6733.078319	1	< 0.1%
6601.513726	1	< 0.1%
6595.359186	1	< 0.1%
6337.161759	1	< 0.1%
6053.290316	1	< 0.1%
5915.597252	1	< 0.1%
5832.546162	1	< 0.1%
5820.077902	1	< 0.1%

macd
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.98394214

Minimum	-5071.862491
Maximum	5158.728319
Zeros	1
Zeros (%)	< 0.1%
Negative	1426
Negative (%)	43.4%
Memory size	25.8 KiB

Quantile statistics

Minimum	-5071.862491
5-th percentile	-927.7721543
Q1	-25.61893989
median	2.808355535
Q3	110.580999
95-th percentile	1645.879075
Maximum	5158.728319
Range	10230.59081
Interquartile range (IQR)	136.1999389

Descriptive statistics

Standard deviation	862.2429601
Coefficient of variation (CV)	9.689871446
Kurtosis	10.49842238
Mean	88.98394214
Median Absolute Deviation (MAD)	48.71038938
Skewness	0.5638207344
Sum	292579.2018
Variance	743462.9222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1377.373602	1	< 0.1%
595.964992	1	< 0.1%
414.2963809	1	< 0.1%
-12.51241591	1	< 0.1%
0.2804009708	1	< 0.1%
110.5674005	1	< 0.1%
0.8690250717	1	< 0.1%
-927.6525571	1	< 0.1%
-469.07879	1	< 0.1%
-1003.737265	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5071.862491	1	< 0.1%
-5032.727476	1	< 0.1%
-4940.831864	1	< 0.1%
-4850.60853	1	< 0.1%
-4734.504102	1	< 0.1%
-4702.498997	1	< 0.1%
-4688.515142	1	< 0.1%
-4683.761282	1	< 0.1%
-4569.596052	1	< 0.1%
-4501.669614	1	< 0.1%

Value	Count	Frequency (%)
5158.728319	1	< 0.1%
5130.216072	1	< 0.1%
4882.721357	1	< 0.1%
4644.651981	1	< 0.1%
4591.33164	1	< 0.1%
4537.596022	1	< 0.1%
4500.890692	1	< 0.1%
4355.13142	1	< 0.1%
4350.999524	1	< 0.1%
4272.634586	1	< 0.1%

ao14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	66
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.587504345

Minimum	-92.85714286
Maximum	92.85714286
Zeros	1
Zeros (%)	< 0.1%
Negative	1486
Negative (%)	45.2%
Memory size	25.8 KiB

Quantile statistics

Minimum	-92.85714286
5-th percentile	-85.71428571
Q1	-50
median	28.57142857
Q3	64.28571429
95-th percentile	92.85714286
Maximum	92.85714286
Range	185.7142857
Interquartile range (IQR)	114.2857143

Descriptive statistics

Standard deviation	62.22142156
Coefficient of variation (CV)	7.24557672
Kurtosis	-1.524178495
Mean	8.587504345
Median Absolute Deviation (MAD)	57.14285714
Skewness	-0.1563627798
Sum	28235.71429
Variance	3871.505301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92.85714286	258	7.8%
85.71428571	180	5.5%
78.57142857	130	4.0%
42.85714286	127	3.9%
-50	125	3.8%
71.42857143	124	3.8%
50	121	3.7%
-92.85714286	115	3.5%
64.28571429	110	3.3%
-85.71428571	105	3.2%
Other values (56)	1893	57.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-92.85714286	115	3.5%
-85.71428571	105	3.2%
-78.57142857	29	0.9%
-78.57142857	96	2.9%
-71.42857143	100	3.0%
-71.42857143	19	0.6%
-64.28571429	60	1.8%
-64.28571429	72	2.2%
-57.14285714	47	1.4%
-57.14285714	85	2.6%

Value	Count	Frequency (%)
92.85714286	258	7.8%
85.71428571	180	5.5%
78.57142857	33	1.0%
78.57142857	130	4.0%
71.42857143	124	3.8%
71.42857143	24	0.7%
64.28571429	78	2.4%
64.28571429	110	3.3%
57.14285714	49	1.5%
57.14285714	90	2.7%

adx14
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	3262
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.11833107

Minimum	0
Maximum	72.07099429
Zeros	27
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	0
5-th percentile	10.05484795
Q1	18.29870562
median	24.83462494
Q3	33.96942862
95-th percentile	52.61623726
Maximum	72.07099429
Range	72.07099429
Interquartile range (IQR)	15.670723

Descriptive statistics

Standard deviation	12.71983215
Coefficient of variation (CV)	0.4690492242
Kurtosis	0.6002021131
Mean	27.11833107
Median Absolute Deviation (MAD)	7.342060549
Skewness	0.8290385434
Sum	89165.07255
Variance	161.7941299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	0.8%
28.72610671	1	< 0.1%
36.02418659	1	< 0.1%
24.1512959	1	< 0.1%
62.96368933	1	< 0.1%
15.55319429	1	< 0.1%
39.31153897	1	< 0.1%
27.23635817	1	< 0.1%
30.24255317	1	< 0.1%
31.614722	1	< 0.1%
Other values (3252)	3252	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27	0.8%
4.234776289	1	< 0.1%
4.251332717	1	< 0.1%
4.385337652	1	< 0.1%
4.485456734	1	< 0.1%
4.490050966	1	< 0.1%
4.608184955	1	< 0.1%
4.759337714	1	< 0.1%
4.987281011	1	< 0.1%
5.234091288	1	< 0.1%

Value	Count	Frequency (%)
72.07099429	1	< 0.1%
71.28389514	1	< 0.1%
70.52359408	1	< 0.1%
70.29168485	1	< 0.1%
69.9373778	1	< 0.1%
69.48053301	1	< 0.1%
69.26774433	1	< 0.1%
69.24149325	1	< 0.1%
69.13094812	1	< 0.1%
68.88449794	1	< 0.1%

wd14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.753097569

Minimum	-115.4166094
Maximum	138.2648831
Zeros	1
Zeros (%)	< 0.1%
Negative	1472
Negative (%)	44.8%
Memory size	25.8 KiB

Quantile statistics

Minimum	-115.4166094
5-th percentile	-56.43616529
Q1	-18.73018446
median	4.129270891
Q3	31.22495264
95-th percentile	81.71263699
Maximum	138.2648831
Range	253.6814925
Interquartile range (IQR)	49.9551371

Descriptive statistics

Standard deviation	40.67702949
Coefficient of variation (CV)	5.246551991
Kurtosis	0.0805755481
Mean	7.753097569
Median Absolute Deviation (MAD)	24.7342878
Skewness	0.287149105
Sum	25492.18481
Variance	1654.620728
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-53.05069722	1	< 0.1%
19.57442612	1	< 0.1%
-77.39115795	1	< 0.1%
84.09945994	1	< 0.1%
51.43139877	1	< 0.1%
58.73966354	1	< 0.1%
-15.46397804	1	< 0.1%
-5.820806279	1	< 0.1%
85.86687956	1	< 0.1%
-15.22469439	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-115.4166094	1	< 0.1%
-108.3935427	1	< 0.1%
-102.1446364	1	< 0.1%
-101.2223016	1	< 0.1%
-99.38055876	1	< 0.1%
-98.99233816	1	< 0.1%
-98.27753624	1	< 0.1%
-97.84926249	1	< 0.1%
-96.5917425	1	< 0.1%
-96.30580109	1	< 0.1%

Value	Count	Frequency (%)
138.2648831	1	< 0.1%
133.9513333	1	< 0.1%
132.0629597	1	< 0.1%
131.2219812	1	< 0.1%
128.1304027	1	< 0.1%
127.9986787	1	< 0.1%
127.9356292	1	< 0.1%
126.9219697	1	< 0.1%
126.1673179	1	< 0.1%
123.3791434	1	< 0.1%

ppo12-26
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9677559585

Minimum	-14.56713248
Maximum	30.74547062
Zeros	1
Zeros (%)	< 0.1%
Negative	1426
Negative (%)	43.4%
Memory size	25.8 KiB

Quantile statistics

Minimum	-14.56713248
5-th percentile	-6.63575342
Q1	-2.172603152
median	0.5711235762
Q3	3.574502006
95-th percentile	9.385326709
Maximum	30.74547062
Range	45.3126031
Interquartile range (IQR)	5.747105158

Descriptive statistics

Standard deviation	5.233347941
Coefficient of variation (CV)	5.407714512
Kurtosis	4.252270704
Mean	0.9677559585
Median Absolute Deviation (MAD)	2.833253128
Skewness	0.9790447317
Sum	3181.981591
Variance	27.38793067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2.332786372	1	< 0.1%
1.463177248	1	< 0.1%
-0.6448773754	1	< 0.1%
3.268401861	1	< 0.1%
4.304937324	1	< 0.1%
1.558636271	1	< 0.1%
-0.8767473708	1	< 0.1%
2.605156633	1	< 0.1%
-0.02267008961	1	< 0.1%
5.547986386	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-14.56713248	1	< 0.1%
-14.37962534	1	< 0.1%
-13.93773891	1	< 0.1%
-13.4956961	1	< 0.1%
-13.34869989	1	< 0.1%
-13.34310424	1	< 0.1%
-13.18244556	1	< 0.1%
-13.07506223	1	< 0.1%
-13.0641309	1	< 0.1%
-12.61275382	1	< 0.1%

Value	Count	Frequency (%)
30.74547062	1	< 0.1%
30.64614771	1	< 0.1%
30.15995012	1	< 0.1%
30.13891017	1	< 0.1%
30.07274819	1	< 0.1%
29.91095424	1	< 0.1%
29.90716697	1	< 0.1%
29.89175334	1	< 0.1%
29.26865753	1	< 0.1%
28.32867534	1	< 0.1%

rsi14
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3273
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.88920675

Minimum	6.853223193
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	6.853223193
5-th percentile	27.83059172
Q1	41.87350852
median	52.56514291
Q3	65.26529487
95-th percentile	83.95211542
Maximum	100
Range	93.14677681
Interquartile range (IQR)	23.39178635

Descriptive statistics

Standard deviation	16.78497831
Coefficient of variation (CV)	0.3114719871
Kurtosis	-0.3986989988
Mean	53.88920675
Median Absolute Deviation (MAD)	11.68539314
Skewness	0.2097833172
Sum	177187.7118
Variance	281.7354969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	9	0.3%
29.27815565	8	0.2%
58.54521286	1	< 0.1%
77.29239759	1	< 0.1%
46.82189083	1	< 0.1%
40.11360537	1	< 0.1%
60.61895623	1	< 0.1%
58.77556357	1	< 0.1%
45.4709265	1	< 0.1%
90.87343967	1	< 0.1%
Other values (3263)	3263	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.853223193	1	< 0.1%
8.757125871	1	< 0.1%
8.952149731	1	< 0.1%
9.956898793	1	< 0.1%
10.004518	1	< 0.1%
10.15773027	1	< 0.1%
10.47743081	1	< 0.1%
10.74224994	1	< 0.1%
13.73494683	1	< 0.1%
14.35696005	1	< 0.1%

Value	Count	Frequency (%)
100	9	0.3%
94.92971898	1	< 0.1%
94.50007257	1	< 0.1%
94.49574464	1	< 0.1%
93.87775522	1	< 0.1%
93.79597368	1	< 0.1%
93.43559625	1	< 0.1%
93.1802711	1	< 0.1%
93.02455686	1	< 0.1%
92.85116336	1	< 0.1%

mfi14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3275
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5312058977

Minimum	-2.886579864 × 10^-15
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	4
Negative (%)	0.1%
Memory size	25.8 KiB

Quantile statistics

Minimum	-2.886579864 × 10^-15
5-th percentile	0.248406698
Q1	0.3872272839
median	0.5342788155
Q3	0.6683593713
95-th percentile	0.8314292331
Maximum	1
Range	1
Interquartile range (IQR)	0.2811320874

Descriptive statistics

Standard deviation	0.1832745633
Coefficient of variation (CV)	0.3450160551
Kurtosis	-0.6858266912
Mean	0.5312058977
Median Absolute Deviation (MAD)	0.1407460023
Skewness	0.0008873752523
Sum	1746.604992
Variance	0.03358956555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	14	0.4%
0.336543506	1	< 0.1%
0.9441084582	1	< 0.1%
0.3604087818	1	< 0.1%
0.1848081922	1	< 0.1%
0.4178766508	1	< 0.1%
0.6002527454	1	< 0.1%
0.3828237869	1	< 0.1%
0.3845670722	1	< 0.1%
0.2889551776	1	< 0.1%
Other values (3265)	3265	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.886579864 × 10^-15	1	< 0.1%
-2.442490654 × 10^-15	1	< 0.1%
-2.220446049 × 10^-15	1	< 0.1%
-1.998401444 × 10^-15	1	< 0.1%
0.04674984356	1	< 0.1%
0.06445800141	1	< 0.1%
0.07227301924	1	< 0.1%
0.07818947294	1	< 0.1%
0.08484580752	1	< 0.1%
0.08959963748	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9642098859	1	< 0.1%
0.9591938595	1	< 0.1%
0.9559048323	1	< 0.1%
0.9503844576	1	< 0.1%
0.9490374592	1	< 0.1%
0.945356688	1	< 0.1%
0.9441084582	1	< 0.1%
0.9440781666	1	< 0.1%
0.9402205298	1	< 0.1%

tsi
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3281
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.944213452

Minimum	-76.93036498
Maximum	100
Zeros	1
Zeros (%)	< 0.1%
Negative	1390
Negative (%)	42.3%
Memory size	25.8 KiB

Quantile statistics

Minimum	-76.93036498
5-th percentile	-40.06176765
Q1	-13.83183419
median	5.10007014
Q3	28.51877202
95-th percentile	62.60966888
Maximum	100
Range	176.930365
Interquartile range (IQR)	42.35060621

Descriptive statistics

Standard deviation	30.396999
Coefficient of variation (CV)	3.826306932
Kurtosis	-0.4104336317
Mean	7.944213452
Median Absolute Deviation (MAD)	20.78141104
Skewness	0.22953866
Sum	26120.57383
Variance	923.9775483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	8	0.2%
16.08796343	1	< 0.1%
-38.9984245	1	< 0.1%
73.24777922	1	< 0.1%
-32.89798749	1	< 0.1%
-21.02607936	1	< 0.1%
-14.16674555	1	< 0.1%
3.410861642	1	< 0.1%
40.73640997	1	< 0.1%
36.03436835	1	< 0.1%
Other values (3271)	3271	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-76.93036498	1	< 0.1%
-76.09017867	1	< 0.1%
-75.37551074	1	< 0.1%
-72.40652531	1	< 0.1%
-72.16841159	1	< 0.1%
-69.96791419	1	< 0.1%
-66.73152983	1	< 0.1%
-66.51653171	1	< 0.1%
-63.24386349	1	< 0.1%
-62.74744488	1	< 0.1%

Value	Count	Frequency (%)
100	8	0.2%
95.65830664	1	< 0.1%
80.36462516	1	< 0.1%
79.5488925	1	< 0.1%
79.30540584	1	< 0.1%
79.08145113	1	< 0.1%
78.95277427	1	< 0.1%
78.9161372	1	< 0.1%
78.87490812	1	< 0.1%
78.73810403	1	< 0.1%

so14
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.06126921

Minimum	0.2070304687
Maximum	99.57895542
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	0.2070304687
5-th percentile	5.9537421
Q1	23.16045305
median	57.09080651
Q3	85.12958036
95-th percentile	97.3213793
Maximum	99.57895542
Range	99.37192495
Interquartile range (IQR)	61.96912731

Descriptive statistics

Standard deviation	31.98293046
Coefficient of variation (CV)	0.5916052459
Kurtosis	-1.445126154
Mean	54.06126921
Median Absolute Deviation (MAD)	30.73032933
Skewness	-0.1121436341
Sum	177753.4532
Variance	1022.907841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.12338164	1	< 0.1%
57.01684118	1	< 0.1%
9.640132857	1	< 0.1%
13.10849226	1	< 0.1%
56.81611769	1	< 0.1%
25.6735958	1	< 0.1%
15.10003673	1	< 0.1%
34.90958218	1	< 0.1%
76.62349947	1	< 0.1%
2.853957291	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2070304687	1	< 0.1%
0.2290425208	1	< 0.1%
0.2495343752	1	< 0.1%
0.3271166384	1	< 0.1%
0.4501125788	1	< 0.1%
0.6123539077	1	< 0.1%
0.7421332846	1	< 0.1%
0.8788735697	1	< 0.1%
0.8948619066	1	< 0.1%
1.083983997	1	< 0.1%

Value	Count	Frequency (%)
99.57895542	1	< 0.1%
99.51211998	1	< 0.1%
99.50466958	1	< 0.1%
99.45197763	1	< 0.1%
99.40983102	1	< 0.1%
99.4067305	1	< 0.1%
99.38666481	1	< 0.1%
99.3712906	1	< 0.1%
99.35524988	1	< 0.1%
99.34106386	1	< 0.1%

cmo14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3270
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.100084092

Minimum	-100
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	1439
Negative (%)	43.8%
Memory size	25.8 KiB

Quantile statistics

Minimum	-100
5-th percentile	-63.18344643
Q1	-26.20374549
median	7.493889617
Q3	42.29369454
95-th percentile	81.11585421
Maximum	100
Range	200
Interquartile range (IQR)	68.49744003

Descriptive statistics

Standard deviation	45.03480224
Coefficient of variation (CV)	5.559794408
Kurtosis	-0.8184810305
Mean	8.100084092
Median Absolute Deviation (MAD)	34.30940594
Skewness	-0.01344644782
Sum	26633.07649
Variance	2028.133413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7170588131	14	0.4%
-100	5	0.2%
100	2	0.1%
61.10383525	1	< 0.1%
-34.6391518	1	< 0.1%
64.80422298	1	< 0.1%
-89.12716917	1	< 0.1%
-6.45293625	1	< 0.1%
60.60878756	1	< 0.1%
49.11379749	1	< 0.1%
Other values (3260)	3260	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	5	0.2%
-98.2069271	1	< 0.1%
-97.80326609	1	< 0.1%
-95.37465401	1	< 0.1%
-95.12550494	1	< 0.1%
-93.90690195	1	< 0.1%
-93.53183072	1	< 0.1%
-93.50337492	1	< 0.1%
-92.81629549	1	< 0.1%
-92.5427566	1	< 0.1%

Value	Count	Frequency (%)
100	2	0.1%
99.77796421	1	< 0.1%
99.75203604	1	< 0.1%
99.69867642	1	< 0.1%
99.61887999	1	< 0.1%
99.61351651	1	< 0.1%
99.5499014	1	< 0.1%
99.54130726	1	< 0.1%
99.42944423	1	< 0.1%
99.38891615	1	< 0.1%

atrp14
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3275
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.45751326

Minimum	3.550743635
Maximum	214.7885617
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	3.550743635
5-th percentile	5.598490114
Q1	10.65894001
median	14.90809169
Q3	20.04120786
95-th percentile	35.02861266
Maximum	214.7885617
Range	211.2378181
Interquartile range (IQR)	9.382267853

Descriptive statistics

Standard deviation	14.2532573
Coefficient of variation (CV)	0.8164540437
Kurtosis	43.25130436
Mean	17.45751326
Median Absolute Deviation (MAD)	4.574050677
Skewness	5.396348041
Sum	57400.30361
Variance	203.1553435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
133.8960784	14	0.4%
8.232082289	1	< 0.1%
12.99641469	1	< 0.1%
52.06100766	1	< 0.1%
9.573108018	1	< 0.1%
11.47875051	1	< 0.1%
12.18102884	1	< 0.1%
22.06853603	1	< 0.1%
19.01708875	1	< 0.1%
28.71928621	1	< 0.1%
Other values (3265)	3265	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.550743635	1	< 0.1%
3.554274308	1	< 0.1%
3.572414962	1	< 0.1%
3.577963683	1	< 0.1%
3.578365078	1	< 0.1%
3.592454527	1	< 0.1%
3.613518362	1	< 0.1%
3.626428534	1	< 0.1%
3.659139231	1	< 0.1%
3.677220971	1	< 0.1%

Value	Count	Frequency (%)
214.7885617	1	< 0.1%
164.521191	1	< 0.1%
155.6245708	1	< 0.1%
144.5411148	1	< 0.1%
133.8960784	14	0.4%
123.7156608	1	< 0.1%
123.4063866	1	< 0.1%
120.8723465	1	< 0.1%
120.1217274	1	< 0.1%
108.0327009	1	< 0.1%

pvo12-26
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.620104525

Minimum	-48.41984351
Maximum	55.78904341
Zeros	1
Zeros (%)	< 0.1%
Negative	1991
Negative (%)	60.6%
Memory size	25.8 KiB

Quantile statistics

Minimum	-48.41984351
5-th percentile	-19.19674084
Q1	-10.06401969
median	-3.313297252
Q3	5.758756287
95-th percentile	20.4282131
Maximum	55.78904341
Range	104.2088869
Interquartile range (IQR)	15.82277597

Descriptive statistics

Standard deviation	12.32033402
Coefficient of variation (CV)	-7.604653792
Kurtosis	0.8138503742
Mean	-1.620104525
Median Absolute Deviation (MAD)	7.620377866
Skewness	0.5869190106
Sum	-5326.903677
Variance	151.7906303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.353480062	1	< 0.1%
13.64536046	1	< 0.1%
6.955288918	1	< 0.1%
5.196683527	1	< 0.1%
-13.81367449	1	< 0.1%
-7.835616019	1	< 0.1%
-11.74843318	1	< 0.1%
1.634627471	1	< 0.1%
-4.031474115	1	< 0.1%
11.51392487	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-48.41984351	1	< 0.1%
-43.55706782	1	< 0.1%
-38.23584862	1	< 0.1%
-32.41296566	1	< 0.1%
-31.81683343	1	< 0.1%
-30.82972761	1	< 0.1%
-30.44142917	1	< 0.1%
-29.87628385	1	< 0.1%
-29.68997416	1	< 0.1%
-29.46917799	1	< 0.1%

Value	Count	Frequency (%)
55.78904341	1	< 0.1%
52.45196809	1	< 0.1%
51.44644842	1	< 0.1%
50.89501178	1	< 0.1%
49.52287154	1	< 0.1%
46.97826043	1	< 0.1%
45.62210805	1	< 0.1%
44.8253305	1	< 0.1%
44.80960064	1	< 0.1%
42.27393637	1	< 0.1%

adl
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION

Distinct	1220
Distinct (%)	37.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-301.3659908

Minimum	-537.3324433
Maximum	47.517011
Zeros	1
Zeros (%)	< 0.1%
Negative	3230
Negative (%)	98.2%
Memory size	25.8 KiB

Quantile statistics

Minimum	-537.3324433
5-th percentile	-469.1552139
Q1	-339.1333681
median	-339.1333681
Q3	-339.1333681
95-th percentile	-19.63719387
Maximum	47.517011
Range	584.8494543
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	116.2765047
Coefficient of variation (CV)	-0.3858315413
Kurtosis	1.062268615
Mean	-301.3659908
Median Absolute Deviation (MAD)	0
Skewness	1.257713721
Sum	-990891.3778
Variance	13520.22555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-339.1333681	2069	62.9%
-434.1150461	1	< 0.1%
-467.9711171	1	< 0.1%
-371.8056396	1	< 0.1%
-475.8107455	1	< 0.1%
-103.9147704	1	< 0.1%
-25.59949351	1	< 0.1%
-161.0416849	1	< 0.1%
-499.4116596	1	< 0.1%
-11.27182926	1	< 0.1%
Other values (1210)	1210	36.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-537.3324433	1	< 0.1%
-536.6421854	1	< 0.1%
-528.2322885	1	< 0.1%
-527.2331043	1	< 0.1%
-526.5043383	1	< 0.1%
-523.6497418	1	< 0.1%
-522.9149357	1	< 0.1%
-522.7435449	1	< 0.1%
-522.7028819	1	< 0.1%
-522.6070859	1	< 0.1%

Value	Count	Frequency (%)
47.517011	1	< 0.1%
46.38946077	1	< 0.1%
39.66592172	1	< 0.1%
39.62292631	1	< 0.1%
38.80514891	1	< 0.1%
37.29649317	1	< 0.1%
35.0742147	1	< 0.1%
33.445237	1	< 0.1%
29.39419397	1	< 0.1%
28.9459896	1	< 0.1%

obv
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3281
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2956.256785

Minimum	-714.2749419
Maximum	7740.133561
Zeros	0
Zeros (%)	0.0%
Negative	327
Negative (%)	9.9%
Memory size	25.8 KiB

Quantile statistics

Minimum	-714.2749419
5-th percentile	-302.8202657
Q1	1023.509425
median	3033.646276
Q3	4247.224912
95-th percentile	7036.467743
Maximum	7740.133561
Range	8454.408502
Interquartile range (IQR)	3223.715486

Descriptive statistics

Standard deviation	2266.548098
Coefficient of variation (CV)	0.7666952715
Kurtosis	-0.8107584879
Mean	2956.256785
Median Absolute Deviation (MAD)	1673.184345
Skewness	0.3348740705
Sum	9720172.308
Variance	5137240.281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1788.746164	8	0.2%
2586.374417	1	< 0.1%
1733.604873	1	< 0.1%
2183.080467	1	< 0.1%
4241.41492	1	< 0.1%
6997.379528	1	< 0.1%
3604.048623	1	< 0.1%
4005.870485	1	< 0.1%
2746.546985	1	< 0.1%
-12.75444012	1	< 0.1%
Other values (3271)	3271	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-714.2749419	1	< 0.1%
-712.2004914	1	< 0.1%
-709.2664867	1	< 0.1%
-677.3202492	1	< 0.1%
-672.9963302	1	< 0.1%
-670.0579418	1	< 0.1%
-666.7700357	1	< 0.1%
-664.6483321	1	< 0.1%
-642.3217285	1	< 0.1%
-640.4462333	1	< 0.1%

Value	Count	Frequency (%)
7740.133561	1	< 0.1%
7707.449736	1	< 0.1%
7694.120786	1	< 0.1%
7665.692331	1	< 0.1%
7650.136949	1	< 0.1%
7646.330443	1	< 0.1%
7640.661887	1	< 0.1%
7619.848103	1	< 0.1%
7608.542282	1	< 0.1%
7606.322165	1	< 0.1%

fi13
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-610.0242091

Minimum	-191909.2454
Maximum	111322.742
Zeros	1
Zeros (%)	< 0.1%
Negative	1633
Negative (%)	49.7%
Memory size	25.8 KiB

Quantile statistics

Minimum	-191909.2454
5-th percentile	-17557.84387
Q1	-736.6927411
median	1.397743335
Q3	750.467444
95-th percentile	13312.20379
Maximum	111322.742
Range	303231.9874
Interquartile range (IQR)	1487.160185

Descriptive statistics

Standard deviation	15072.72853
Coefficient of variation (CV)	-24.70841043
Kurtosis	31.72395749
Mean	-610.0242091
Median Absolute Deviation (MAD)	745.3635991
Skewness	-1.86277513
Sum	-2005759.6
Variance	227187145.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16705.28431	1	< 0.1%
12173.77714	1	< 0.1%
-28.9929117	1	< 0.1%
-4053.468032	1	< 0.1%
-366.8520334	1	< 0.1%
-2258.876582	1	< 0.1%
8628.678712	1	< 0.1%
2175.48797	1	< 0.1%
-1134.652561	1	< 0.1%
92.65522734	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-191909.2454	1	< 0.1%
-155866.2692	1	< 0.1%
-142463.5784	1	< 0.1%
-141323.819	1	< 0.1%
-132717.5679	1	< 0.1%
-125618.8326	1	< 0.1%
-104959.0748	1	< 0.1%
-104081.6159	1	< 0.1%
-96557.53742	1	< 0.1%
-91553.1683	1	< 0.1%

Value	Count	Frequency (%)
111322.742	1	< 0.1%
110780.8098	1	< 0.1%
105373.3594	1	< 0.1%
98825.70413	1	< 0.1%
97509.78717	1	< 0.1%
96939.158	1	< 0.1%
89804.22154	1	< 0.1%
88299.06682	1	< 0.1%
79367.71792	1	< 0.1%
77769.30362	1	< 0.1%

fi50
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3288
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-612.6771869

Minimum	-66761.08387
Maximum	53568.41624
Zeros	1
Zeros (%)	< 0.1%
Negative	1762
Negative (%)	53.6%
Memory size	25.8 KiB

Quantile statistics

Minimum	-66761.08387
5-th percentile	-12380.29735
Q1	-540.9733165
median	-14.96317185
Q3	376.2834673
95-th percentile	6953.220299
Maximum	53568.41624
Range	120329.5001
Interquartile range (IQR)	917.2567838

Descriptive statistics

Standard deviation	7959.782665
Coefficient of variation (CV)	-12.9918052
Kurtosis	18.37999969
Mean	-612.6771869
Median Absolute Deviation (MAD)	447.9644132
Skewness	-1.154059174
Sum	-2014482.591
Variance	63358140.07
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-60.91375213	1	< 0.1%
-59.03671663	1	< 0.1%
4919.804807	1	< 0.1%
-20641.37714	1	< 0.1%
7187.921282	1	< 0.1%
5104.535052	1	< 0.1%
-1126.975607	1	< 0.1%
894.129096	1	< 0.1%
-1986.775722	1	< 0.1%
17569.12733	1	< 0.1%
Other values (3278)	3278	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-66761.08387	1	< 0.1%
-66012.61586	1	< 0.1%
-61610.05361	1	< 0.1%
-61094.48416	1	< 0.1%
-61055.58828	1	< 0.1%
-59461.76283	1	< 0.1%
-55537.5588	1	< 0.1%
-52988.56986	1	< 0.1%
-52799.89263	1	< 0.1%
-51437.79943	1	< 0.1%

Value	Count	Frequency (%)
53568.41624	1	< 0.1%
52402.73235	1	< 0.1%
49754.10517	1	< 0.1%
48443.05267	1	< 0.1%
41734.73516	1	< 0.1%
41061.03488	1	< 0.1%
40945.08073	1	< 0.1%
40043.89452	1	< 0.1%
39670.61862	1	< 0.1%
37377.27194	1	< 0.1%

return
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3281
Distinct (%)	99.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.002565956891

Minimum	-0.3662865045
Maximum	0.3407056489
Zeros	7
Zeros (%)	0.2%
Negative	1511
Negative (%)	46.0%
Memory size	25.8 KiB

Quantile statistics

Minimum	-0.3662865045
5-th percentile	-0.05211672565
Q1	-0.01140172405
median	0.001440352266
Q3	0.01781941061
95-th percentile	0.0585193349
Maximum	0.3407056489
Range	0.7069921534
Interquartile range (IQR)	0.02922113466

Descriptive statistics

Standard deviation	0.03738263587
Coefficient of variation (CV)	14.5686921
Kurtosis	11.82799675
Mean	0.002565956891
Median Absolute Deviation (MAD)	0.01432213216
Skewness	0.006322636055
Sum	8.4343003
Variance	0.001397461465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	0.2%
-0.002267836192	1	< 0.1%
-0.005449178878	1	< 0.1%
-0.002670817601	1	< 0.1%
0.006583777924	1	< 0.1%
-0.04492603715	1	< 0.1%
0.04428527348	1	< 0.1%
-0.000568985826	1	< 0.1%
-0.03684799732	1	< 0.1%
-0.01375479288	1	< 0.1%
Other values (3271)	3271	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.3662865045	1	< 0.1%
-0.2943112319	1	< 0.1%
-0.2340741861	1	< 0.1%
-0.2180546057	1	< 0.1%
-0.2065728235	1	< 0.1%
-0.202831402	1	< 0.1%
-0.170617001	1	< 0.1%
-0.1521566296	1	< 0.1%
-0.1505704023	1	< 0.1%
-0.1500172973	1	< 0.1%

Value	Count	Frequency (%)
0.3407056489	1	< 0.1%
0.2945490929	1	< 0.1%
0.2351887452	1	< 0.1%
0.2115791144	1	< 0.1%
0.2011855669	1	< 0.1%
0.1983345015	1	< 0.1%
0.1981089705	1	< 0.1%
0.1822357398	1	< 0.1%
0.1803038229	1	< 0.1%
0.1789381206	1	< 0.1%

buy_indicator
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	25.8 KiB

0.0	2882
1.0	405

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	9861
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2882	87.7%
1.0	405	12.3%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	2882	87.7%
1.0	405	12.3%

Most occurring characters

Value	Count	Frequency (%)
0	6169	62.6%
.	3287	33.3%
1	405	4.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6574	66.7%
Other Punctuation	3287	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6169	93.8%
1	405	6.2%

Other Punctuation

Value	Count	Frequency (%)
.	3287	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	9861	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6169	62.6%
.	3287	33.3%
1	405	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9861	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6169	62.6%
.	3287	33.3%
1	405	4.1%

close_buy_indicator
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	25.8 KiB

0.0	2882
1.0	405

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	9861
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2882	87.7%
1.0	405	12.3%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	2882	87.7%
1.0	405	12.3%

Most occurring characters

Value	Count	Frequency (%)
0	6169	62.6%
.	3287	33.3%
1	405	4.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6574	66.7%
Other Punctuation	3287	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6169	93.8%
1	405	6.2%

Other Punctuation

Value	Count	Frequency (%)
.	3287	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	9861	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6169	62.6%
.	3287	33.3%
1	405	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9861	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6169	62.6%
.	3287	33.3%
1	405	4.1%

short_indicator
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	25.8 KiB

0.0	2909
-1.0	378

Length

Max length	4
Median length	3
Mean length	3.114998479
Min length	3

Characters and Unicode

Total characters	10239
Distinct characters	4
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2909	88.5%
-1.0	378	11.5%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	2909	88.5%
1.0	378	11.5%

Most occurring characters

Value	Count	Frequency (%)
0	6196	60.5%
.	3287	32.1%
-	378	3.7%
1	378	3.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6574	64.2%
Other Punctuation	3287	32.1%
Dash Punctuation	378	3.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6196	94.3%
1	378	5.7%

Other Punctuation

Value	Count	Frequency (%)
.	3287	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	378	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6196	60.5%
.	3287	32.1%
-	378	3.7%
1	378	3.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6196	60.5%
.	3287	32.1%
-	378	3.7%
1	378	3.7%

close_short_indicator
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	25.8 KiB

0.0	2909
-1.0	378

Length

Max length	4
Median length	3
Mean length	3.114998479
Min length	3

Characters and Unicode

Total characters	10239
Distinct characters	4
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2909	88.5%
-1.0	378	11.5%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	2909	88.5%
1.0	378	11.5%

Most occurring characters

Value	Count	Frequency (%)
0	6196	60.5%
.	3287	32.1%
-	378	3.7%
1	378	3.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6574	64.2%
Other Punctuation	3287	32.1%
Dash Punctuation	378	3.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6196	94.3%
1	378	5.7%

Other Punctuation

Value	Count	Frequency (%)
.	3287	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	378	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6196	60.5%
.	3287	32.1%
-	378	3.7%
1	378	3.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6196	60.5%
.	3287	32.1%
-	378	3.7%
1	378	3.7%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	time	open	high	low	close	volume	sma5-20	sma8-15	sma20-50	ema5-20	macd	ao14	wd14	ppo12-26	rsi14	mfi14	tsi	so14	cmo14	atrp14	pvo12-26	adl	obv	fi13	fi50	return	close_buy_indicator	close_short_indicator
0	0	2013-04-01 00:00:00	100.717061	100.786451	100.615535	100.695739	47.863155	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	100.00000	0.5	0.000000	48.975300	-0.717059	133.896078	0.000000	0.000000	47.863155	0.000000	0.000000	NaN	NaN	NaN
1	1	2013-04-02 00:00:00	111.655503	111.764190	111.569298	111.678867	61.860369	0.000000	0.320341	0.164747	0.823735	0.246416	7.142857	101.021075	0.231598	100.00000	0.5	100.000000	65.728425	-0.717059	133.896078	2.283409	7.695783	109.723524	679.420328	679.420328	0.109072	0.0	0.0
2	2	2013-04-03 00:00:00	129.665571	130.012184	129.315126	129.649727	55.582074	0.000000	1.132636	0.581585	2.902823	0.871259	14.285714	102.916021	0.759251	100.00000	0.5	100.000000	76.741288	-0.717059	133.896078	2.991901	5.474606	165.305598	725.054237	691.947284	0.160915	0.0	0.0
3	3	2013-04-04 00:00:00	133.171426	133.297527	133.031620	133.153824	34.093443	0.000000	1.600080	0.854316	4.000126	1.260611	21.428571	98.990317	1.051414	100.00000	0.5	100.000000	84.347625	-0.717059	133.896078	0.061858	2.718151	199.399041	638.541736	669.497066	0.027027	0.0	0.0
4	4	2013-04-05 00:00:00	138.972033	139.098145	138.931069	139.038253	35.663851	0.000000	2.093920	1.150752	5.136075	1.679795	28.571429	97.760628	1.351016	100.00000	0.5	100.000000	89.513206	-0.717059	133.896078	-2.069966	12.813142	235.062892	577.301689	651.472138	0.044193	0.0	0.0
5	5	2013-04-06 00:00:00	142.960870	142.991155	142.932169	142.962936	25.495716	5.100164	2.525941	1.433738	6.068590	2.068029	35.714286	96.104064	1.614808	100.00000	0.5	100.000000	92.986607	-0.717059	133.896078	-5.623567	13.915238	260.558608	509.124677	629.848235	0.028227	0.0	0.0
6	6	2013-04-07 00:00:00	158.574472	158.692451	158.435474	158.560298	27.448554	9.853059	3.674796	2.057554	8.860887	2.987972	42.857143	100.831807	2.238354	100.00000	0.5	100.000000	95.248555	-0.717059	133.896078	-8.187777	13.132390	288.007163	497.553299	621.937521	0.109101	0.0	0.0
7	7	2013-04-08 00:00:00	183.921223	184.170420	183.663029	183.907969	35.528674	14.068704	5.941371	3.235594	14.424215	4.762311	50.000000	105.662009	3.362897	100.00000	0.5	100.000000	96.727668	-0.717059	133.896078	-8.643451	11.906192	323.535836	555.126990	632.864251	0.159861	0.0	0.0
8	8	2013-04-09 00:00:00	220.276678	220.691256	219.976618	220.383264	32.858600	22.300447	9.718918	5.196484	23.584992	7.728218	57.142857	109.467469	5.041607	100.00000	0.5	100.000000	97.732946	-0.717059	133.896078	-9.467351	16.442270	356.394436	647.041296	655.047109	0.198335	0.0	0.0
9	9	2013-04-10 00:00:00	197.455338	199.327976	195.375450	197.295749	65.013090	28.889381	10.193259	5.908058	23.507934	8.530494	57.142857	56.578869	5.352926	80.31691	0.5	95.658307	91.993977	-0.717059	133.896078	-3.755790	14.601220	291.381346	340.179580	570.496606	-0.104761	0.0	0.0

Last rows

	df_index	time	open	high	low	close	volume	sma5-20	sma8-15	sma20-50	ema5-20	macd	ao14	adx14	wd14	ppo12-26	rsi14	mfi14	tsi	so14	cmo14	atrp14	pvo12-26	adl	obv	fi13	fi50	return	buy_indicator	close_buy_indicator	short_indicator
3278	3278	2022-03-23 00:00:00	42261.966787	42283.067980	42235.578676	42262.568459	12.990018	1698.683592	515.009422	-201.839697	1063.173592	441.882915	57.142857	11.883298	23.738198	1.087673	57.730523	0.510458	6.586698	87.824246	39.619849	12.775718	-12.010515	-339.133368	6607.863737	4577.143614	-459.582048	-0.004795	0.0	0.0	0.0
3279	3279	2022-03-24 00:00:00	43350.154227	43376.342269	43308.898596	43349.937067	23.916377	1874.700066	638.775854	-46.932276	1333.498983	591.157871	71.428571	12.688855	36.930875	1.447915	61.651602	0.626147	8.991027	91.694248	62.106326	12.325728	-7.437909	-339.133368	6631.780114	7638.397009	578.280674	0.025729	0.0	0.0	0.0
3280	3280	2022-03-25 00:00:00	44292.578640	44318.171426	44257.561285	44292.470632	23.367399	2147.988432	796.897222	140.704093	1678.631847	776.562206	78.571429	13.874660	46.102753	1.890144	64.707675	0.741283	11.991174	94.310101	65.957032	12.097720	-4.144568	-339.133368	6655.147513	9693.562834	1419.311149	0.021742	0.0	0.0	0.0
3281	3281	2022-03-26 00:00:00	44408.916445	44423.515249	44385.974606	44408.829275	6.794395	2538.753027	893.684208	309.806019	1861.221763	922.254471	85.714286	15.023829	44.248888	2.231385	65.077678	0.742134	14.570943	96.121069	70.941209	12.116486	-9.047425	-339.133368	6661.941908	8421.709080	1394.655283	0.002627	0.0	0.0	0.0
3282	3282	2022-03-27 00:00:00	44962.116136	44982.980708	44927.771723	44963.634709	12.436616	2703.097681	988.667986	486.727582	2044.365491	1070.148794	92.857143	16.349147	48.472760	2.572466	66.861632	0.787527	17.295095	97.311261	76.372603	12.101397	-10.362764	-339.133368	6674.378523	8204.308063	1610.547309	0.012493	1.0	0.0	0.0
3283	3283	2022-03-28 00:00:00	47319.214475	47345.792188	47269.306334	47319.411566	19.854438	3280.535674	1254.880585	770.680595	2650.831895	1361.750206	92.857143	18.481880	71.216905	3.240428	73.136696	0.865118	21.945517	98.102238	81.164561	11.930652	-7.673921	-339.133368	6694.232962	13714.067858	3381.609244	0.052393	0.0	1.0	0.0
3284	3284	2022-03-29 00:00:00	47564.770556	47587.509375	47526.370626	47564.554843	14.606141	3822.656362	1425.028628	1028.370725	2990.851082	1594.249919	92.857143	20.541110	68.710087	3.756993	73.694905	0.865559	25.879902	98.631198	79.167331	12.120731	-8.018221	-339.133368	6708.839102	12266.429194	3389.412693	0.005181	0.0	0.0	0.0
3285	3285	2022-03-30 00:00:00	47246.906548	47268.970109	47215.526908	47246.976982	12.991325	4032.859137	1470.364070	1230.743607	3025.380590	1732.905877	85.714286	22.162527	57.234143	4.049725	71.618658	0.790095	28.535093	97.394212	71.207580	12.336382	-9.024172	-339.133368	6695.847777	9924.688281	3094.700148	-0.006677	0.0	0.0	0.0
3286	3286	2022-03-31 00:00:00	46673.600516	46697.861632	46639.564317	46672.315864	21.386556	4100.267854	1404.504080	1369.872002	2813.340008	1775.949334	78.571429	23.133512	41.179622	4.122614	67.891293	0.692042	29.728245	93.673265	60.571251	12.605268	-5.591244	-339.133368	6674.461221	6751.158184	2491.377696	-0.012163	0.0	0.0	0.0
3287	3287	2022-04-01 00:00:00	45544.913743	45575.075542	45513.752377	45545.594293	22.543920	3894.916958	1211.126320	1422.575788	2327.863093	1699.553179	57.142857	23.074253	16.809827	3.928604	61.169290	0.592076	28.778099	85.321938	38.139251	13.006900	-2.385058	-339.133368	6651.917301	2158.032532	1397.569889	-0.024141	NaN	0.0	NaN

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ